Write and Coding Schemes for Heterogeneous Memory Performance Optimization in Supporting Ai/Ml Applications

Project: National Science and Technology CouncilNational Science and Technology Council Academic Grants

Project Details

Abstract

本計畫的執行目的是深入探索異構記憶體技術在AI/ML應用中的潛力,推動新型記憶體技術的發展。從社會層面來看,計畫的成果將可能提升智能應用的普及程度,改善數據密集型服務的效率,例如醫療診斷、交通管理和能源分配。在經濟層面,本研究為邊緣計算與雲端服務提供低成本、高效能的技術解決方案,有助於提升企業競爭力並促進產業升級。在學術層面,計畫預期產出多篇高影響力論文,推進記憶體管理與AI/ML整合領域的知識邊界,並培養多層次專業人才,助力未來高性能計算的發展。

Project IDs

Project ID:PB11407-13898
External Project ID:NSTC114-2221-E182-010-MY3
StatusActive
Effective start/end date01/08/2531/07/26

Keywords

  • Heterogeneous Memory
  • Non-Volatile Memory
  • Machine Learning
  • Artificial Intelligence
  • Deep Learning
  • Memory Management
  • Morphable Write Modes
  • Data Coding
  • Computing and Memory Resource Joint Management
  • Container Resource Management
  • Phase Change Memory
  • Skyrmion Racetrack Memory

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